{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Optional Lab - Simple Neural Network\n",
    "In this lab, we will build a small neural network using Numpy. It will be the same \"coffee roasting\" network you implemented in Tensorflow.\n",
    "   <center> <img  src=\"./images/C2_W1_CoffeeRoasting.png\" width=\"400\" />   <center/>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('./deeplearning.mplstyle')\n",
    "import tensorflow as tf\n",
    "from lab_utils_common import dlc, sigmoid\n",
    "from lab_coffee_utils import load_coffee_data, plt_roast, plt_prob, plt_layer, plt_network, plt_output_unit\n",
    "import logging\n",
    "logging.getLogger(\"tensorflow\").setLevel(logging.ERROR)\n",
    "tf.autograph.set_verbosity(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DataSet\n",
    "This is the same data set as the previous lab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200, 2) (200, 1)\n"
     ]
    }
   ],
   "source": [
    "X,Y = load_coffee_data();\n",
    "print(X.shape, Y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the coffee roasting data below. The two features are Temperature in Celsius and Duration in minutes. [Coffee Roasting at Home](https://www.merchantsofgreencoffee.com/how-to-roast-green-coffee-in-your-oven/) suggests that the duration is best kept between 12 and 15 minutes while the temp should be between 175 and 260 degrees Celsius. Of course, as the temperature rises, the duration should shrink. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_roast(X,Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalize Data\n",
    "To match the previous lab, we'll normalize the data. Refer to that lab for more details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Temperature Max, Min pre normalization: 284.99, 151.32\n",
      "Duration    Max, Min pre normalization: 15.45, 11.51\n",
      "Temperature Max, Min post normalization: 1.66, -1.69\n",
      "Duration    Max, Min post normalization: 1.79, -1.70\n"
     ]
    }
   ],
   "source": [
    "print(f\"Temperature Max, Min pre normalization: {np.max(X[:,0]):0.2f}, {np.min(X[:,0]):0.2f}\")\n",
    "print(f\"Duration    Max, Min pre normalization: {np.max(X[:,1]):0.2f}, {np.min(X[:,1]):0.2f}\")\n",
    "norm_l = tf.keras.layers.Normalization(axis=-1)\n",
    "norm_l.adapt(X)  # learns mean, variance\n",
    "Xn = norm_l(X)\n",
    "print(f\"Temperature Max, Min post normalization: {np.max(Xn[:,0]):0.2f}, {np.min(Xn[:,0]):0.2f}\")\n",
    "print(f\"Duration    Max, Min post normalization: {np.max(Xn[:,1]):0.2f}, {np.min(Xn[:,1]):0.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numpy Model (Forward Prop in NumPy)\n",
    "<center> <img  src=\"./images/C2_W1_RoastingNetwork.PNG\" width=\"200\" />   <center/>  \n",
    "Let's build the \"Coffee Roasting Network\" described in lecture. There are two layers with sigmoid activations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "As described in lecture, it is possible to build your own dense layer using NumPy. This can then be utilized to build a multi-layer neural network. \n",
    "\n",
    "<img src=\"images/C2_W1_dense2.PNG\" width=\"600\" height=\"450\">\n",
    "\n",
    "In the first optional lab, you constructed a neuron in NumPy and in Tensorflow and noted their similarity. A layer simply contains multiple neurons/units. As described in lecture, one can utilize a for loop to visit each unit (`j`) in the layer and perform the dot product of the weights for that unit (`W[:,j]`) and sum the bias for the unit (`b[j]`) to form `z`. An activation function `g(z)` can then be applied to that result. Let's try that below to build a \"dense layer\" subroutine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def my_dense(a_in, W, b, g):\n",
    "    \"\"\"\n",
    "    Computes dense layer\n",
    "    Args:\n",
    "      a_in (ndarray (n, )) : Data, 1 example \n",
    "      W    (ndarray (n,j)) : Weight matrix, n features per unit, j units\n",
    "      b    (ndarray (j, )) : bias vector, j units  \n",
    "      g    activation function (e.g. sigmoid, relu..)\n",
    "    Returns\n",
    "      a_out (ndarray (j,))  : j units|\n",
    "    \"\"\"\n",
    "    units = W.shape[1]\n",
    "    a_out = np.zeros(units)\n",
    "    for j in range(units):               \n",
    "        w = W[:,j]                                    \n",
    "        z = np.dot(w, a_in) + b[j]         \n",
    "        a_out[j] = g(z)               \n",
    "    return(a_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following cell builds a two-layer neural network utilizing the `my_dense` subroutine above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_sequential(x, W1, b1, W2, b2):\n",
    "    a1 = my_dense(x,  W1, b1, sigmoid)\n",
    "    a2 = my_dense(a1, W2, b2, sigmoid)\n",
    "    return(a2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can copy trained weights and biases from the previous lab in Tensorflow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "W1_tmp = np.array( [[-8.93,  0.29, 12.9 ], [-0.1,  -7.32, 10.81]] )\n",
    "b1_tmp = np.array( [-9.82, -9.28,  0.96] )\n",
    "W2_tmp = np.array( [[-31.18], [-27.59], [-32.56]] )\n",
    "b2_tmp = np.array( [15.41] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predictions\n",
    "<img align=\"left\" src=\"./images/C2_W1_RoastingDecision.PNG\"     style=\" width:380px; padding: 10px 20px; \" >\n",
    "\n",
    "Once you have a trained model, you can then use it to make predictions. Recall that the output of our model is a probability. In this case, the probability of a good roast. To make a decision, one must apply the probability to a threshold. In this case, we will use 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by writing a routine similar to Tensorflow's `model.predict()`. This will take a matrix $X$ with all $m$ examples in the rows and make a prediction by running the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_predict(X, W1, b1, W2, b2):\n",
    "    m = X.shape[0]\n",
    "    p = np.zeros((m,1))\n",
    "    for i in range(m):\n",
    "        p[i,0] = my_sequential(X[i], W1, b1, W2, b2)\n",
    "    return(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can try this routine on two examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_tst = np.array([\n",
    "    [200,13.9],  # postive example\n",
    "    [200,17]])   # negative example\n",
    "X_tstn = norm_l(X_tst)  # remember to normalize\n",
    "predictions = my_predict(X_tstn, W1_tmp, b1_tmp, W2_tmp, b2_tmp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To convert the probabilities to a decision, we apply a threshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decisions = \n",
      "[[1.]\n",
      " [0.]]\n"
     ]
    }
   ],
   "source": [
    "yhat = np.zeros_like(predictions)\n",
    "for i in range(len(predictions)):\n",
    "    if predictions[i] >= 0.5:\n",
    "        yhat[i] = 1\n",
    "    else:\n",
    "        yhat[i] = 0\n",
    "print(f\"decisions = \\n{yhat}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This can be accomplished more succinctly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decisions = \n",
      "[[1]\n",
      " [0]]\n"
     ]
    }
   ],
   "source": [
    "yhat = (predictions >= 0.5).astype(int)\n",
    "print(f\"decisions = \\n{yhat}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Network function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This graph shows the operation of the whole network and is identical to the Tensorflow result from the previous lab.\n",
    "The left graph is the raw output of the final layer represented by the blue shading. This is overlaid on the training data represented by the X's and O's.   \n",
    "The right graph is the output of the network after a decision threshold. The X's and O's here correspond to decisions made by the network.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netf= lambda x : my_predict(norm_l(x),W1_tmp, b1_tmp, W2_tmp, b2_tmp)\n",
    "plt_network(X,Y,netf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Congratulations!\n",
    "You have built a small neural network in NumPy. \n",
    "Hopefully this lab revealed the fairly simple and familiar functions which make up a layer in a neural network. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
